LLM-Ensemble: Optimal Large Language Model Ensemble Method for E-commerce Product Attribute Value Extraction

29 February 2024

Sushant Kumar

Kannan Achan

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Papers citing "LLM-Ensemble: Optimal Large Language Model Ensemble Method for E-commerce Product Attribute Value Extraction"

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Title
DNB-AI-Project at SemEval-2025 Task 5: An LLM-Ensemble Approach for Automated Subject Indexing Lisa Kluge Maximilian Kähler 210 1 0 30 Apr 2025
A Cost-Effective LLM-based Approach to Identify Wildlife Trafficking in Online Marketplaces Juliana Barbosa Ulhas Gondhali Gohar Petrossian Kinshuk Sharma Sunandan Chakraborty Jennifer Jacquet Juliana Freire 36 0 0 29 Apr 2025
A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models Liangbo Ning Ziran Liang Zhuohang Jiang Haohao Qu Yujuan Ding ... Xiao Wei Shanru Lin Hui Liu Philip S. Yu Qing Li LLMAG LM&Ro 91 6 0 30 Mar 2025
Ensemble Learning for Large Language Models in Text and Code Generation: A Survey Mari Ashiga Wei Jie Fan Wu Vardan K. Voskanyan Fateme Dinmohammadi P. Brookes Jingzhi Gong Zheng Wang 49 0 0 13 Mar 2025
Visual Zero-Shot E-Commerce Product Attribute Value Extraction Jiaying Gong Ming Cheng Hongda Shen Pierre-Yves Vandenbussche Janet Jenq Hoda Eldardiry 54 0 0 21 Feb 2025
Multi-LLM Collaborative Caption Generation in Scientific Documents Jaeyoung Kim J. B. Lee Hong-Jun Choi Ting-Yao Hsu Chieh-Yang Huang ... Ryan Rossi Tong Yu C. Lee Giles Ting-Hao 'Kenneth' Huang S. Choi 37 2 0 05 Jan 2025
From General to Specific: Tailoring Large Language Models for Personalized Healthcare Ruize Shi Hong Huang Wei Zhou Kehan Yin Kai Zhao Yun Zhao LM&MA AI4MH 84 0 0 20 Dec 2024
Bayesian Calibration of Win Rate Estimation with LLM Evaluators Yicheng Gao G. Xu Zhe Wang Arman Cohan 43 6 0 07 Nov 2024
Self-Explained Keywords Empower Large Language Models for Code Generation Lishui Fan Mouxiang Chen Zhongxin Liu 47 1 0 21 Oct 2024
Triple Modality Fusion: Aligning Visual, Textual, and Graph Data with Large Language Models for Multi-Behavior Recommendations Luyi Ma Xiaohan Li Zezhong Fan Kai Zhao Jianpeng Xu Praveen Kanumala Kaushiki Nag Sushant Kumar Sushant Kumar Kannan Achan 54 5 0 16 Oct 2024
A Multi-LLM Debiasing Framework Deonna M. Owens Ryan A. Rossi Sungchul Kim Tong Yu Franck Dernoncourt Xiang Chen Ruiyi Zhang Jiuxiang Gu Hanieh Deilamsalehy Nedim Lipka 40 3 0 20 Sep 2024
Exploring Large Language Models for Product Attribute Value Identification Kassem Sabeh Mouna Kacimi Johann Gamper Robert Litschko Barbara Plank 40 2 0 19 Sep 2024
Entity Extraction from High-Level Corruption Schemes via Large Language Models Panagiotis Koletsis Panagiotis-Konstantinos Gemos Christos Chronis Iraklis Varlamis Vasilis Efthymiou Georgios Th. Papadopoulos 37 0 0 05 Sep 2024
Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding Yunjia Xi Hangyu Wang Bo Chen Jianghao Lin Menghui Zhu Wen Liu Ruiming Tang Zhewei Wei Wentao Zhang Yong Yu OffRL 98 4 0 11 Aug 2024
LLMExplainer: Large Language Model based Bayesian Inference for Graph Explanation Generation Jiaxing Zhang Jiayi Liu Dongsheng Luo Jennifer Neville Hua Wei 35 2 0 22 Jul 2024
Crafting Efficient Fine-Tuning Strategies for Large Language Models Michael Oliver Guan Wang 45 1 0 18 Jul 2024
EAVE: Efficient Product Attribute Value Extraction via Lightweight Sparse-layer Interaction Li Yang Qifan Wang Jianfeng Chi Jiahao Liu Jingang Wang Fuli Feng Zenglin Xu Yi Fang Lifu Huang Dongfang Liu 46 1 0 10 Jun 2024
ImplicitAVE: An Open-Source Dataset and Multimodal LLMs Benchmark for Implicit Attribute Value Extraction Henry Peng Zou Vinay Samuel Yue Zhou Weizhi Zhang Liancheng Fang Zihe Song Philip S. Yu Cornelia Caragea VLM 46 15 0 24 Apr 2024
Prompt Optimizer of Text-to-Image Diffusion Models for Abstract Concept Understanding Zezhong Fan Xiaohan Li Chenhao Fang Topojoy Biswas Kaushiki Nag Jianpeng Xu Kannan Achan EGVM 36 5 0 17 Apr 2024
Maximizing User Experience with LLMOps-Driven Personalized Recommendation Systems Chenxi Shi Penghao Liang Yichao Wu Tong Zhan Zhengyu Jin 33 12 0 01 Apr 2024
Using LLMs for the Extraction and Normalization of Product Attribute Values Alexander Brinkmann Nick Baumann Christian Bizer 26 10 0 04 Mar 2024
Large Language Models are Few-Shot Clinical Information Extractors Monica Agrawal S. Hegselmann Hunter Lang Yoon Kim David Sontag BDL LM&MA 170 335 0 25 May 2022
GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Roles Tanmay Parekh I-Hung Hsu Kuan-Hao Huang Kai-Wei Chang Nanyun Peng 59 25 0 25 May 2022